Overview
Brought to you by YData
Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 889 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 111.1 KiB |
| Average record size in memory | 128.0 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 7 |
| Text | 2 |
FamilySize is highly overall correlated with Fare and 3 other fields | High correlation |
Fare is highly overall correlated with FamilySize and 1 other fields | High correlation |
Has_cabin is highly overall correlated with Fare and 1 other fields | High correlation |
IsAlone is highly overall correlated with FamilySize and 2 other fields | High correlation |
Parch is highly overall correlated with FamilySize and 1 other fields | High correlation |
Pclass is highly overall correlated with Has_cabin | High correlation |
Sex is highly overall correlated with Survived and 1 other fields | High correlation |
SibSp is highly overall correlated with FamilySize and 1 other fields | High correlation |
Survived is highly overall correlated with Sex and 1 other fields | High correlation |
Title is highly overall correlated with Sex and 1 other fields | High correlation |
PassengerId is uniformly distributed | Uniform |
PassengerId has unique values | Unique |
Name has unique values | Unique |
SibSp has 606 (68.2%) zeros | Zeros |
Parch has 676 (76.0%) zeros | Zeros |
Fare has 15 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-09-11 09:19:41.376652 |
|---|---|
| Analysis finished | 2025-09-11 09:19:46.168128 |
| Duration | 4.79 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
PassengerId
Real number (ℝ)
Uniform Unique
| Distinct | 889 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446 |
| Minimum | 1 |
|---|---|
| Maximum | 891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 45.4 |
| Q1 | 224 |
| median | 446 |
| Q3 | 668 |
| 95-th percentile | 846.6 |
| Maximum | 891 |
| Range | 890 |
| Interquartile range (IQR) | 444 |
Descriptive statistics
| Standard deviation | 256.99817 |
|---|---|
| Coefficient of variation (CV) | 0.57622909 |
| Kurtosis | -1.1971564 |
| Mean | 446 |
| Median Absolute Deviation (MAD) | 222 |
| Skewness | 0 |
| Sum | 396494 |
| Variance | 66048.061 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 891 | 1 | 0.1% |
| 1 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| Other values (879) | 879 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 891 | 1 | |
| 890 | 1 | |
| 889 | 1 | |
| 888 | 1 | |
| 887 | 1 | |
| 886 | 1 | |
| 885 | 1 | |
| 884 | 1 | |
| 883 | 1 | |
| 882 | 1 |
Survived
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 340 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 340 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 340 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 340 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 340 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 340 |
Pclass
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 KiB |
| 3 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 214 | |
| 2 | 184 | 20.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 214 | |
| 2 | 184 | 20.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 214 | |
| 2 | 184 | 20.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 214 | |
| 2 | 184 | 20.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 214 | |
| 2 | 184 | 20.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 214 | |
| 2 | 184 | 20.7% |
Name
Text
Unique
| Distinct | 889 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 KiB |
Length
| Max length | 82 |
|---|---|
| Median length | 52 |
| Mean length | 26.95838 |
| Min length | 12 |
Unique
| Unique | 889 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Braund, Mr. Owen Harris |
|---|---|
| 2nd row | Cumings, Mrs. John Bradley (Florence Briggs Thayer) |
| 3rd row | Heikkinen, Miss. Laina |
| 4th row | Futrelle, Mrs. Jacques Heath (Lily May Peel) |
| 5th row | Allen, Mr. William Henry |
| Value | Count | Frequency (%) |
| mr | 521 | 14.4% |
| miss | 181 | 5.0% |
| mrs | 128 | 3.5% |
| william | 64 | 1.8% |
| john | 44 | 1.2% |
| master | 40 | 1.1% |
| henry | 35 | 1.0% |
| james | 24 | 0.7% |
| george | 23 | 0.6% |
| charles | 23 | 0.6% |
| Other values (1512) | 2532 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2728 | 11.4% | |
| r | 1954 | 8.2% |
| e | 1696 | 7.1% |
| a | 1654 | 6.9% |
| i | 1323 | 5.5% |
| n | 1301 | 5.4% |
| s | 1293 | 5.4% |
| M | 1125 | 4.7% |
| l | 1064 | 4.4% |
| o | 1005 | 4.2% |
| Other values (50) | 8823 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 23966 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2728 | 11.4% | |
| r | 1954 | 8.2% |
| e | 1696 | 7.1% |
| a | 1654 | 6.9% |
| i | 1323 | 5.5% |
| n | 1301 | 5.4% |
| s | 1293 | 5.4% |
| M | 1125 | 4.7% |
| l | 1064 | 4.4% |
| o | 1005 | 4.2% |
| Other values (50) | 8823 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 23966 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2728 | 11.4% | |
| r | 1954 | 8.2% |
| e | 1696 | 7.1% |
| a | 1654 | 6.9% |
| i | 1323 | 5.5% |
| n | 1301 | 5.4% |
| s | 1293 | 5.4% |
| M | 1125 | 4.7% |
| l | 1064 | 4.4% |
| o | 1005 | 4.2% |
| Other values (50) | 8823 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 23966 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2728 | 11.4% | |
| r | 1954 | 8.2% |
| e | 1696 | 7.1% |
| a | 1654 | 6.9% |
| i | 1323 | 5.5% |
| n | 1301 | 5.4% |
| s | 1293 | 5.4% |
| M | 1125 | 4.7% |
| l | 1064 | 4.4% |
| o | 1005 | 4.2% |
| Other values (50) | 8823 |
Sex
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 KiB |
| male | |
|---|---|
| female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.7019123 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | female |
| 3rd row | female |
| 4th row | female |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 312 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 312 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1201 | |
| m | 889 | |
| a | 889 | |
| l | 889 | |
| f | 312 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4180 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1201 | |
| m | 889 | |
| a | 889 | |
| l | 889 | |
| f | 312 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4180 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1201 | |
| m | 889 | |
| a | 889 | |
| l | 889 | |
| f | 312 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4180 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1201 | |
| m | 889 | |
| a | 889 | |
| l | 889 | |
| f | 312 | 7.5% |
Age
Real number (ℝ)
| Distinct | 88 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.315152 |
| Minimum | 0.42 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 22 |
| median | 28 |
| Q3 | 35 |
| 95-th percentile | 54 |
| Maximum | 80 |
| Range | 79.58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 12.984932 |
|---|---|
| Coefficient of variation (CV) | 0.44294269 |
| Kurtosis | 1.0078198 |
| Mean | 29.315152 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.50801008 |
| Sum | 26061.17 |
| Variance | 168.60847 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28 | 202 | |
| 24 | 30 | 3.4% |
| 22 | 27 | 3.0% |
| 18 | 26 | 2.9% |
| 30 | 25 | 2.8% |
| 19 | 25 | 2.8% |
| 21 | 24 | 2.7% |
| 25 | 23 | 2.6% |
| 36 | 22 | 2.5% |
| 29 | 20 | 2.2% |
| Other values (78) | 465 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | 0.1% |
| 0.67 | 1 | 0.1% |
| 0.75 | 2 | 0.2% |
| 0.83 | 2 | 0.2% |
| 0.92 | 1 | 0.1% |
| 1 | 7 | |
| 2 | 10 | |
| 3 | 6 | |
| 4 | 10 | |
| 5 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 80 | 1 | 0.1% |
| 74 | 1 | 0.1% |
| 71 | 2 | |
| 70.5 | 1 | 0.1% |
| 70 | 2 | |
| 66 | 1 | 0.1% |
| 65 | 3 | |
| 64 | 2 | |
| 63 | 2 | |
| 62 | 3 |
SibSp
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52418448 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 606 |
| Zeros (%) | 68.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1037049 |
|---|---|
| Coefficient of variation (CV) | 2.1055657 |
| Kurtosis | 17.838972 |
| Mean | 0.52418448 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.6910576 |
| Sum | 466 |
| Variance | 1.2181645 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 3 | 16 | 1.8% |
| 4 | 18 | 2.0% |
| 5 | 5 | 0.6% |
| 8 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 2 | 28 | 3.1% |
| 1 | 209 | 23.5% |
| 0 | 606 |
Parch
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38245219 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 676 |
| Zeros (%) | 76.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.80676074 |
|---|---|
| Coefficient of variation (CV) | 2.1094421 |
| Kurtosis | 9.7505917 |
| Mean | 0.38245219 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7451601 |
| Sum | 340 |
| Variance | 0.6508629 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 676 | |
| 1 | 118 | 13.3% |
| 2 | 80 | 9.0% |
| 5 | 5 | 0.6% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 676 | |
| 1 | 118 | 13.3% |
| 2 | 80 | 9.0% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 5 | 5 | 0.6% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.1% |
| 5 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 3 | 5 | 0.6% |
| 2 | 80 | 9.0% |
| 1 | 118 | 13.3% |
| 0 | 676 |
Ticket
Text
| Distinct | 680 |
|---|---|
| Distinct (%) | 76.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 KiB |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 6.7525309 |
| Min length | 3 |
Unique
| Unique | 547 ? |
|---|---|
| Unique (%) | 61.5% |
Sample
| 1st row | A/5 21171 |
|---|---|
| 2nd row | PC 17599 |
| 3rd row | STON/O2. 3101282 |
| 4th row | 113803 |
| 5th row | 373450 |
| Value | Count | Frequency (%) |
| pc | 60 | 5.3% |
| c.a | 27 | 2.4% |
| a/5 | 17 | 1.5% |
| ca | 14 | 1.2% |
| 2 | 12 | 1.1% |
| ston/o | 12 | 1.1% |
| w./c | 9 | 0.8% |
| sc/paris | 9 | 0.8% |
| soton/o.q | 8 | 0.7% |
| 2343 | 7 | 0.6% |
| Other values (708) | 953 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 744 | |
| 1 | 685 | |
| 2 | 592 | |
| 7 | 488 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.8% |
| 5 | 385 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6003 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 744 | |
| 1 | 685 | |
| 2 | 592 | |
| 7 | 488 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.8% |
| 5 | 385 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6003 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 744 | |
| 1 | 685 | |
| 2 | 592 | |
| 7 | 488 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.8% |
| 5 | 385 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6003 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 744 | |
| 1 | 685 | |
| 2 | 592 | |
| 7 | 488 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.8% |
| 5 | 385 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Fare
Real number (ℝ)
High correlation Zeros
| Distinct | 247 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.096681 |
| Minimum | 0 |
|---|---|
| Maximum | 512.3292 |
| Zeros | 15 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.225 |
| Q1 | 7.8958 |
| median | 14.4542 |
| Q3 | 31 |
| 95-th percentile | 112.31832 |
| Maximum | 512.3292 |
| Range | 512.3292 |
| Interquartile range (IQR) | 23.1042 |
Descriptive statistics
| Standard deviation | 49.697504 |
|---|---|
| Coefficient of variation (CV) | 1.548369 |
| Kurtosis | 33.508477 |
| Mean | 32.096681 |
| Median Absolute Deviation (MAD) | 6.9042 |
| Skewness | 4.8014402 |
| Sum | 28533.949 |
| Variance | 2469.8419 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.05 | 43 | 4.8% |
| 13 | 42 | 4.7% |
| 7.8958 | 38 | 4.3% |
| 7.75 | 34 | 3.8% |
| 26 | 31 | 3.5% |
| 10.5 | 24 | 2.7% |
| 7.925 | 18 | 2.0% |
| 7.775 | 16 | 1.8% |
| 7.2292 | 15 | 1.7% |
| 0 | 15 | 1.7% |
| Other values (237) | 613 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 4.0125 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6.2375 | 1 | 0.1% |
| 6.4375 | 1 | 0.1% |
| 6.45 | 1 | 0.1% |
| 6.4958 | 2 | 0.2% |
| 6.75 | 2 | 0.2% |
| 6.8583 | 1 | 0.1% |
| 6.95 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 512.3292 | 3 | |
| 263 | 4 | |
| 262.375 | 2 | |
| 247.5208 | 2 | |
| 227.525 | 4 | |
| 221.7792 | 1 | 0.1% |
| 211.5 | 1 | 0.1% |
| 211.3375 | 3 | |
| 164.8667 | 2 | |
| 153.4625 | 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | S |
|---|---|
| 2nd row | C |
| 3rd row | S |
| 4th row | S |
| 5th row | S |
Common Values
| Value | Count | Frequency (%) |
| S | 644 | |
| C | 168 | 18.9% |
| Q | 77 | 8.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| s | 644 | |
| c | 168 | 18.9% |
| q | 77 | 8.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 644 | |
| C | 168 | 18.9% |
| Q | 77 | 8.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 644 | |
| C | 168 | 18.9% |
| Q | 77 | 8.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 644 | |
| C | 168 | 18.9% |
| Q | 77 | 8.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 644 | |
| C | 168 | 18.9% |
| Q | 77 | 8.7% |
Has_cabin
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 687 | |
| 1 | 202 | 22.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 687 | |
| 1 | 202 | 22.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 687 | |
| 1 | 202 | 22.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 687 | |
| 1 | 202 | 22.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 687 | |
| 1 | 202 | 22.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 687 | |
| 1 | 202 | 22.7% |
FamilySize
Real number (ℝ)
High correlation
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9066367 |
| Minimum | 1 |
|---|---|
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.6147026 |
|---|---|
| Coefficient of variation (CV) | 0.84688531 |
| Kurtosis | 9.1356639 |
| Mean | 1.9066367 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7238921 |
| Sum | 1695 |
| Variance | 2.6072645 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 535 | |
| 2 | 161 | 18.1% |
| 3 | 102 | 11.5% |
| 4 | 29 | 3.3% |
| 6 | 22 | 2.5% |
| 5 | 15 | 1.7% |
| 7 | 12 | 1.3% |
| 11 | 7 | 0.8% |
| 8 | 6 | 0.7% |
| Value | Count | Frequency (%) |
| 1 | 535 | |
| 2 | 161 | 18.1% |
| 3 | 102 | 11.5% |
| 4 | 29 | 3.3% |
| 5 | 15 | 1.7% |
| 6 | 22 | 2.5% |
| 7 | 12 | 1.3% |
| 8 | 6 | 0.7% |
| 11 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 11 | 7 | 0.8% |
| 8 | 6 | 0.7% |
| 7 | 12 | 1.3% |
| 6 | 22 | 2.5% |
| 5 | 15 | 1.7% |
| 4 | 29 | 3.3% |
| 3 | 102 | 11.5% |
| 2 | 161 | 18.1% |
| 1 | 535 |
IsAlone
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 535 | |
| 0 | 354 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 535 | |
| 0 | 354 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 535 | |
| 0 | 354 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 535 | |
| 0 | 354 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 535 | |
| 0 | 354 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 889 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 535 | |
| 0 | 354 |
Title
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.9 KiB |
| Mr | |
|---|---|
| Miss | |
| Mrs | |
| Rare |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.696288 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mr |
|---|---|
| 2nd row | Mrs |
| 3rd row | Miss |
| 4th row | Mrs |
| 5th row | Mr |
Common Values
| Value | Count | Frequency (%) |
| Mr | 517 | |
| Miss | 184 | 20.7% |
| Mrs | 125 | 14.1% |
| Rare | 63 | 7.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mr | 517 | |
| miss | 184 | 20.7% |
| mrs | 125 | 14.1% |
| rare | 63 | 7.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 826 | |
| r | 705 | |
| s | 493 | |
| i | 184 | 7.7% |
| R | 63 | 2.6% |
| a | 63 | 2.6% |
| e | 63 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2397 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 826 | |
| r | 705 | |
| s | 493 | |
| i | 184 | 7.7% |
| R | 63 | 2.6% |
| a | 63 | 2.6% |
| e | 63 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2397 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 826 | |
| r | 705 | |
| s | 493 | |
| i | 184 | 7.7% |
| R | 63 | 2.6% |
| a | 63 | 2.6% |
| e | 63 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2397 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 826 | |
| r | 705 | |
| s | 493 | |
| i | 184 | 7.7% |
| R | 63 | 2.6% |
| a | 63 | 2.6% |
| e | 63 | 2.6% |
Interactions
Correlations
| Age | Embarked | FamilySize | Fare | Has_cabin | IsAlone | Parch | PassengerId | Pclass | Sex | SibSp | Survived | Title | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.150 | -0.181 | 0.122 | 0.272 | 0.348 | -0.217 | 0.034 | 0.262 | 0.107 | -0.144 | 0.158 | 0.338 |
| Embarked | 0.150 | 1.000 | 0.083 | 0.196 | 0.228 | 0.110 | 0.052 | 0.000 | 0.260 | 0.113 | 0.092 | 0.166 | 0.131 |
| FamilySize | -0.181 | 0.083 | 1.000 | 0.533 | 0.070 | 0.642 | 0.801 | -0.051 | 0.137 | 0.207 | 0.849 | 0.216 | 0.244 |
| Fare | 0.122 | 0.196 | 0.533 | 1.000 | 0.578 | 0.310 | 0.413 | -0.014 | 0.477 | 0.185 | 0.451 | 0.279 | 0.113 |
| Has_cabin | 0.272 | 0.228 | 0.070 | 0.578 | 1.000 | 0.156 | 0.094 | 0.069 | 0.788 | 0.129 | 0.140 | 0.309 | 0.132 |
| IsAlone | 0.348 | 0.110 | 0.642 | 0.310 | 0.156 | 1.000 | 0.686 | 0.013 | 0.131 | 0.303 | 0.837 | 0.201 | 0.465 |
| Parch | -0.217 | 0.052 | 0.801 | 0.413 | 0.094 | 0.686 | 1.000 | 0.001 | 0.022 | 0.249 | 0.450 | 0.159 | 0.272 |
| PassengerId | 0.034 | 0.000 | -0.051 | -0.014 | 0.069 | 0.013 | 0.001 | 1.000 | 0.037 | 0.064 | -0.061 | 0.104 | 0.024 |
| Pclass | 0.262 | 0.260 | 0.137 | 0.477 | 0.788 | 0.131 | 0.022 | 0.037 | 1.000 | 0.126 | 0.149 | 0.334 | 0.133 |
| Sex | 0.107 | 0.113 | 0.207 | 0.185 | 0.129 | 0.303 | 0.249 | 0.064 | 0.126 | 1.000 | 0.209 | 0.538 | 0.992 |
| SibSp | -0.144 | 0.092 | 0.849 | 0.451 | 0.140 | 0.837 | 0.450 | -0.061 | 0.149 | 0.209 | 1.000 | 0.189 | 0.296 |
| Survived | 0.158 | 0.166 | 0.216 | 0.279 | 0.309 | 0.201 | 0.159 | 0.104 | 0.334 | 0.538 | 0.189 | 1.000 | 0.561 |
| Title | 0.338 | 0.131 | 0.244 | 0.113 | 0.132 | 0.465 | 0.272 | 0.024 | 0.133 | 0.992 | 0.296 | 0.561 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Embarked | Has_cabin | FamilySize | IsAlone | Title | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0 | 3 | Braund, Mr. Owen Harris | male | 22.0 | 1 | 0 | A/5 21171 | 7.2500 | S | 0 | 2 | 0 | Mr |
| 1 | 2 | 1 | 1 | Cumings, Mrs. John Bradley (Florence Briggs Thayer) | female | 38.0 | 1 | 0 | PC 17599 | 71.2833 | C | 1 | 2 | 0 | Mrs |
| 2 | 3 | 1 | 3 | Heikkinen, Miss. Laina | female | 26.0 | 0 | 0 | STON/O2. 3101282 | 7.9250 | S | 0 | 1 | 1 | Miss |
| 3 | 4 | 1 | 1 | Futrelle, Mrs. Jacques Heath (Lily May Peel) | female | 35.0 | 1 | 0 | 113803 | 53.1000 | S | 1 | 2 | 0 | Mrs |
| 4 | 5 | 0 | 3 | Allen, Mr. William Henry | male | 35.0 | 0 | 0 | 373450 | 8.0500 | S | 0 | 1 | 1 | Mr |
| 5 | 6 | 0 | 3 | Moran, Mr. James | male | 28.0 | 0 | 0 | 330877 | 8.4583 | Q | 0 | 1 | 1 | Mr |
| 6 | 7 | 0 | 1 | McCarthy, Mr. Timothy J | male | 54.0 | 0 | 0 | 17463 | 51.8625 | S | 1 | 1 | 1 | Mr |
| 7 | 8 | 0 | 3 | Palsson, Master. Gosta Leonard | male | 2.0 | 3 | 1 | 349909 | 21.0750 | S | 0 | 5 | 0 | Rare |
| 8 | 9 | 1 | 3 | Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) | female | 27.0 | 0 | 2 | 347742 | 11.1333 | S | 0 | 3 | 0 | Mrs |
| 9 | 10 | 1 | 2 | Nasser, Mrs. Nicholas (Adele Achem) | female | 14.0 | 1 | 0 | 237736 | 30.0708 | C | 0 | 2 | 0 | Mrs |
| PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Embarked | Has_cabin | FamilySize | IsAlone | Title | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 881 | 882 | 0 | 3 | Markun, Mr. Johann | male | 33.0 | 0 | 0 | 349257 | 7.8958 | S | 0 | 1 | 1 | Mr |
| 882 | 883 | 0 | 3 | Dahlberg, Miss. Gerda Ulrika | female | 22.0 | 0 | 0 | 7552 | 10.5167 | S | 0 | 1 | 1 | Miss |
| 883 | 884 | 0 | 2 | Banfield, Mr. Frederick James | male | 28.0 | 0 | 0 | C.A./SOTON 34068 | 10.5000 | S | 0 | 1 | 1 | Mr |
| 884 | 885 | 0 | 3 | Sutehall, Mr. Henry Jr | male | 25.0 | 0 | 0 | SOTON/OQ 392076 | 7.0500 | S | 0 | 1 | 1 | Mr |
| 885 | 886 | 0 | 3 | Rice, Mrs. William (Margaret Norton) | female | 39.0 | 0 | 5 | 382652 | 29.1250 | Q | 0 | 6 | 0 | Mrs |
| 886 | 887 | 0 | 2 | Montvila, Rev. Juozas | male | 27.0 | 0 | 0 | 211536 | 13.0000 | S | 0 | 1 | 1 | Rare |
| 887 | 888 | 1 | 1 | Graham, Miss. Margaret Edith | female | 19.0 | 0 | 0 | 112053 | 30.0000 | S | 1 | 1 | 1 | Miss |
| 888 | 889 | 0 | 3 | Johnston, Miss. Catherine Helen "Carrie" | female | 28.0 | 1 | 2 | W./C. 6607 | 23.4500 | S | 0 | 4 | 0 | Miss |
| 889 | 890 | 1 | 1 | Behr, Mr. Karl Howell | male | 26.0 | 0 | 0 | 111369 | 30.0000 | C | 1 | 1 | 1 | Mr |
| 890 | 891 | 0 | 3 | Dooley, Mr. Patrick | male | 32.0 | 0 | 0 | 370376 | 7.7500 | Q | 0 | 1 | 1 | Mr |